Atmospheric Downscaling on MPI-ESM (5.625°) to ERA5 (0.3515625°)
659.03Z500 LRMSEGSSA-ViT
Evaluation Results
| Method | Links | |||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| GSSA-ViT2026.04 | 659.03 | 0.98 | 83.53 | 3.2 | 0.97 | 0.27 | 2.83 | 0.99 | 0.06 | 3.71 | 0.72 | -0.1 | 3.87 | 0.56 | 0.03 | |
| MINet2026.04 | 788.13 | 0.96 | 7.31 | 3.47 | 0.97 | -0.11 | 2.89 | 0.98 | 0.21 | 3.9 | 0.66 | -0.05 | 3.96 | 0.46 | 0 | |
| LIIF2026.04 | 808.39 | 0.96 | 26.11 | 3.51 | 0.96 | -0.07 | 2.96 | 0.98 | 0.27 | 3.97 | 0.65 | 0.06 | 4.01 | 0.44 | 0.04 | |
| GSASR2026.04 | 920.24 | 0.95 | -48.44 | 3.78 | 0.96 | -0.3 | 3.11 | 0.98 | -0.38 | 4.23 | 0.62 | 0.01 | 4.35 | 0.38 | 0.02 | |
| ResNet2026.04 | 945.52 | 0.94 | 137.63 | 4.17 | 0.95 | 0.15 | 4.09 | 0.97 | 1.33 | 4.59 | 0.48 | -0.53 | 4.26 | 0.29 | 0.04 | |
| Unet2026.04 | 1,025.34 | 0.93 | 138.86 | 4.4 | 0.94 | -0.32 | 4.42 | 0.96 | 0.82 | 5.17 | 0.33 | -1.21 | 4.4 | 0.16 | -0.17 | |
| MetaSR2026.04 | 1,026.29 | 0.94 | -35 | 4.32 | 0.95 | 0.02 | 4.28 | 0.97 | -0.25 | 4.05 | 0.62 | -0.2 | 4.04 | 0.43 | 0.07 | |
| Bilinear2026.04 | 1,114.9 | 0.92 | 72.78 | 4.65 | 0.94 | 0.09 | 4.01 | 0.97 | 0.3 | 5.29 | 0.45 | -0.14 | 5.35 | 0.2 | 0 | |
| Bicubic2026.04 | 1,142 | 0.92 | 72.91 | 4.8 | 0.93 | 0.09 | 4.12 | 0.97 | 0.3 | 5.53 | 0.44 | -0.14 | 5.58 | 0.2 | 0 |